richfrem
@richfrem
Public Skills
synthesize-learnings
by richfrem
Convert raw plugin analysis results into actionable improvement recommendations for agent-scaffolders and agent-skill-open-specifications. Trigger with "synthesize learnings", "generate improvement recommendations", "what should we improve in our scaffolders", "update our meta-skills based on these findings", or after completing a plugin analysis.
red-team-review
by richfrem
"(Industry standard: Review and Critique Pattern) Primary Use Case: Iterative generation paired with adversarial review, continuing until an 'Approved' verdict is reached. Orchestrated adversarial review loop. Use when: research, designs, architectures, or decisions need to be reviewed by red team agents (human, browser, or CLI). Iterates in rounds of research → bundle → review → feedback until approved."
dual-loop
by richfrem
"(Industry standard: Sequential Agent / Agent as a Tool) Primary Use Case: Delegating a well-defined task to a worker agent, verifying its execution, and repeating if necessary. Inner/outer agent delegation pattern. Use when: work needs to be delegated from a strategic controller (Outer Loop) to a tactical executor (Inner Loop) via strategy packets, with verification and correction loops."
audit-plugin
by richfrem
Audits a local plugin directory to ensure it perfectly matches the Agent Skills and Claude Plugin Open Standards.
create-docker-skill
by richfrem
Interactive initialization script that generates a compliant Agent Skill containing pre-flight environment checks, subprocess execution scaffolding, and a security-override config. Use when authoring new workflow routines that depend on external containerized runtimes (e.g., Docker, Nextflow, HPC).
create-sub-agent
by richfrem
Interactive initialization script that generates a compliant Sub-Agent configuration. Use when you need to create a nested contextual boundary with specific tools or persistent memory.
create-mcp-integration
by richfrem
Interactive initialization script that scaffolds a new Model Context Protocol (MCP) server integration setup. Use when adding native code tools to an agent's environment.
analyze-plugin
by richfrem
Systematically analyze agent plugins and skills to extract design patterns, architectural decisions, and reusable techniques. Trigger with "analyze this plugin", "mine patterns from", "review plugin structure", "extract learnings from", "what patterns does this plugin use", or when examining any plugin or skill collection to understand its design.
learning-loop
by richfrem
"(Industry standard: Loop Agent / Single Agent) Primary Use Case: Self-contained research, content generation, and exploration where no inner delegation is required. Self-directed research and knowledge capture loop. Use when: starting a session (Orientation), performing research (Synthesis), or closing a session (Seal, Persist, Retrospective). Ensures knowledge survives across isolated agent sessions."
create-agentic-workflow
by richfrem
Scaffold GitHub Agent files from an existing Agent Skill. Generates IDE/UI agents (invokable from GitHub Copilot Chat via slash command) and/or CI/CD autonomous agents (GitHub Actions quality gates with Kill Switch). Use when converting a Skill into a GitHub-native agent.
ecosystem-authoritative-sources
by richfrem
Provides information about how to create, structure, install, and audit Agent Skills, Plugins, Antigravity Workflows, and Sub-agents. Trigger this when specifications, rules, or best practices for the ecosystem are required.
create-github-action
by richfrem
Scaffold a traditional deterministic GitHub Actions CI/CD workflow. Use this when creating build, test, deploy, lint, release, or security scan pipelines. This is distinct from agentic workflows — no AI is involved at runtime.
create-plugin
by richfrem
Interactive initialization script that acts as a Plugin Architect. Generates a compliant '.claude-plugin' directory structure and plugin.json manifest using diagnostic questioning to ensure proper L4 patterns and Tool Connector schemas.
adr-management
by richfrem
ADR management skill. Auto-invoked for generating architecture decisions, documenting design rationale, and maintaining the decision record log. Uses native read/write tools to scaffold and update ADR markdown files.
excel-to-csv
by richfrem
Excel to CSV conversion skill. Convert specific bounding tables or entire worksheets within .xlsx or .xls binary formats into flat .csv tabular data. Use this when you find an Excel file and need its data mapped into an accessible format for text analysis, filtering, or programmatic pipelining.
create-hook
by richfrem
Interactive initialization script that generates a compliant lifecycle Hook for an AI Agent or Plugin. Use when you need to automate workflows based on events like PreToolUse or SessionStart.
memory-management
by richfrem
"Tiered memory system for cognitive continuity across agent sessions. Manages hot cache (session context loaded at boot) and deep storage (loaded on demand). Use when: (1) starting a session and loading context, (2) deciding what to remember vs forget, (3) promoting/demoting knowledge between tiers, (4) user says 'remember this' or asks about project history."
audit-plugin-l5
by richfrem
Triggers the L5 Red Team Sub-Agent to rigorously audit a plugin against the 39-point L4 pattern matrix.
orchestrator
by richfrem
"(Industry standard: Routing Agent / Orchestrator Pattern) Primary Use Case: Analyzing an ambiguous trigger and routing it to one of the specific specialized implementations. Routes triggers to the appropriate agent-loop pattern. Use when: assessing a task, research need, or work assignment and deciding whether to run a simple learning loop, red team review, dual-loop delegation, or parallel swarm. Manages shared closure (seal, persist, retrospective, self-improvement)."
coding-conventions
by richfrem
Coding conventions and documentation standards across Python, TypeScript/JavaScript, and C#/.NET codebases. Use when: (1) writing new code files or functions, (2) reviewing code for style and documentation compliance, (3) adding file headers or docstrings, (4) creating new tools that need inventory registration, (5) refactoring code that exceeds complexity thresholds, (6) setting up module structure. Covers file headers, function documentation, naming conventions, and tool inventory integration.
obsidian-vault-crud
by richfrem
"Safe Create/Read/Update/Delete operations for Obsidian Vault notes. Implements atomic writes, advisory locking, concurrent edit detection, and lossless YAML frontmatter handling. Use when reading, writing, updating, or appending to any vault note."
create-skill
by richfrem
Interactive initialization script that acts as a Skill Designer and Architect. Generates a compliant Agent Skill containing strict YAML frontmatter, optimal interaction designs, and L4 patterns based on diagnostic questioning.
agent-bridge
by richfrem
Bridge plugin capabilities (commands, skills, agents, hooks, MCP) to specific agent environments (Claude Code, GitHub Copilot, Gemini, Antigravity). Use this skill when converting or installing a plugin to a target runtime.
agent-swarm
by richfrem
"(Industry standard: Parallel Agent) Primary Use Case: Work that can be partitioned into independent sub-tasks running concurrently across multiple agents. Parallel multi-agent execution pattern. Use when: work can be partitioned into independent tasks that N agents can execute simultaneously across worktrees. Includes routing (sequential vs parallel), merge verification, and correction loops."
ecosystem-standards
by richfrem
Provides active execution protocols to rigorously audit how code, directory structures, and agent actions comply with the authoritative ecosystem specs. Trigger when validating new skills, plugins, or workflows.
obsidian-canvas-architect
by richfrem
"Programmatically create and manipulate Obsidian Canvas (.canvas) files using JSON Canvas Spec 1.0. Enables agents to generate visual flowcharts, architecture diagrams, and planning boards. Use when creating or editing visual canvas files."
json-hygiene-agent
by richfrem
JSON Hygiene Agent. Detects duplicate keys in JSON configuration files that might be silently ignored by standard parsers. Auto-invoked for JSON audits or manifest validation. V2 includes L5 Delegated Constraint Verification.
copilot-cli-agent
by richfrem
Copilot CLI sub-agent system for persona-based analysis. Use when piping large contexts to GitHub Copilot models for security audits, architecture reviews, QA analysis, or any specialized analysis requiring a fresh model context.
create-legacy-command
by richfrem
Interactive initialization script that generates an Antigravity Workflow, Rule, or legacy Claude /command. Use when you need a simple flat-file procedural instruction set.
create-azure-agent
by richfrem
Interactive initialization script that generates Azure AI Foundry Agent API deployment wrappers (Python SDK and Bicep basics) from an existing Agent Skill. Use when adapting a skill into an Azure Foundry environment.
ecosystem-authoritative-sources
by richfrem
Provides information about how to create, structure, install, and audit Agent Skills, Plugins, Antigravity Workflows, and Sub-agents. Trigger this when specifications, rules, or best practices for the ecosystem are required.
analyze-plugin
by richfrem
Systematically analyze agent plugins and skills to extract design patterns, architectural decisions, and reusable techniques. Trigger with "analyze this plugin", "mine patterns from", "review plugin structure", "extract learnings from", "what patterns does this plugin use", or when examining any plugin or skill collection to understand its design.
audit-plugin
by richfrem
Audits a local plugin directory to ensure it perfectly matches the Agent Skills and Claude Plugin Open Standards.
create-docker-skill
by richfrem
Interactive initialization script that generates a compliant Agent Skill containing pre-flight environment checks, subprocess execution scaffolding, and a security-override config. Use when authoring new workflow routines that depend on external containerized runtimes (e.g., Docker, Nextflow, HPC).
create-skill
by richfrem
Interactive initialization script that acts as a Skill Designer and Architect. Generates a compliant Agent Skill containing strict YAML frontmatter, optimal interaction designs, and L4 patterns based on diagnostic questioning.
create-hook
by richfrem
Interactive initialization script that generates a compliant lifecycle Hook for an AI Agent or Plugin. Use when you need to automate workflows based on events like PreToolUse or SessionStart.
create-plugin
by richfrem
Interactive initialization script that acts as a Plugin Architect. Generates a compliant '.claude-plugin' directory structure and plugin.json manifest using diagnostic questioning to ensure proper L4 patterns and Tool Connector schemas.
plugin-maintenance
by richfrem
Audits, synchronizes, and maintains the health of the plugin ecosystem. Handles structural compliance checks against Open Standards, agent environment sync (install + cleanup orphans), and README scaffolding. Trigger when validating new plugins, syncing plugins to agent configs, or performing routine ecosystem health checks.
create-stateful-skill
by richfrem
Interactive initialization script that generates an advanced Agent Skill utilizing L4 State Management, Lifecycle Artifacts, Tone Configuration, and Chained Commands. Use when authoring complex, persistent workflows.
hf-init
by richfrem
"Initialize HuggingFace integration - validates .env variables, tests API connectivity, and ensures the dataset repository structure exists. Use when onboarding a new project to HuggingFace or when credentials change."
create-sub-agent
by richfrem
Interactive initialization script that generates a compliant Sub-Agent configuration. Use when you need to create a nested contextual boundary with specific tools or persistent memory.
env-helper
by richfrem
Resolves shared ecosystem environment constants (HuggingFace credentials, dataset repo IDs, project root path) for any plugin without depending on internal shared libraries. V2 enforces Token Leakage constraints.
memory-management
by richfrem
"Tiered memory system for cognitive continuity across agent sessions. Manages hot cache (session context loaded at boot) and deep storage (loaded on demand). Use when: (1) starting a session and loading context, (2) deciding what to remember vs forget, (3) promoting/demoting knowledge between tiers, (4) user says 'remember this' or asks about project history."
agent-swarm
by richfrem
"(Industry standard: Parallel Agent) Primary Use Case: Work that can be partitioned into independent sub-tasks running concurrently across multiple agents. Parallel multi-agent execution pattern. Use when: work can be partitioned into independent tasks that N agents can execute simultaneously across worktrees. Includes routing (sequential vs parallel), merge verification, and correction loops."
agent-bridge
by richfrem
Bridge plugin capabilities (commands, skills, agents, hooks, MCP) to specific agent environments (Claude Code, GitHub Copilot, Gemini, Antigravity). Use this skill when converting or installing a plugin to a target runtime.
create-agentic-workflow
by richfrem
Scaffold GitHub Agent files from an existing Agent Skill. Generates IDE/UI agents (invokable from GitHub Copilot Chat via slash command) and/or CI/CD autonomous agents (GitHub Actions quality gates with Kill Switch). Use when converting a Skill into a GitHub-native agent.
adr-management
by richfrem
ADR management skill. Auto-invoked for generating architecture decisions, documenting design rationale, and maintaining the decision record log. Uses native read/write tools to scaffold and update ADR markdown files.
dual-loop
by richfrem
"(Industry standard: Sequential Agent / Agent as a Tool) Primary Use Case: Delegating a well-defined task to a worker agent, verifying its execution, and repeating if necessary. Inner/outer agent delegation pattern. Use when: work needs to be delegated from a strategic controller (Outer Loop) to a tactical executor (Inner Loop) via strategy packets, with verification and correction loops."
learning-loop
by richfrem
"(Industry standard: Loop Agent / Single Agent) Primary Use Case: Self-contained research, content generation, and exploration where no inner delegation is required. Self-directed research and knowledge capture loop. Use when: starting a session (Orientation), performing research (Synthesis), or closing a session (Seal, Persist, Retrospective). Ensures knowledge survives across isolated agent sessions."
synthesize-learnings
by richfrem
Convert raw plugin analysis results into actionable improvement recommendations for agent-scaffolders and agent-skill-open-specifications. Trigger with "synthesize learnings", "generate improvement recommendations", "what should we improve in our scaffolders", "update our meta-skills based on these findings", or after completing a plugin analysis.
orchestrator
by richfrem
"(Industry standard: Routing Agent / Orchestrator Pattern) Primary Use Case: Analyzing an ambiguous trigger and routing it to one of the specific specialized implementations. Routes triggers to the appropriate agent-loop pattern. Use when: assessing a task, research need, or work assignment and deciding whether to run a simple learning loop, red team review, dual-loop delegation, or parallel swarm. Manages shared closure (seal, persist, retrospective, self-improvement)."
red-team-review
by richfrem
"(Industry standard: Review and Critique Pattern) Primary Use Case: Iterative generation paired with adversarial review, continuing until an 'Approved' verdict is reached. Orchestrated adversarial review loop. Use when: research, designs, architectures, or decisions need to be reviewed by red team agents (human, browser, or CLI). Iterates in rounds of research → bundle → review → feedback until approved."
convert-mermaid
by richfrem
Convert mermaid diagrams mmd/mermaid to .png and have an option to pick/increase resolution level. V2 includes L5 Delegated Constraint Verification for strict binary image linting.
link-checker-agent
by richfrem
Quality assurance agent for documentation link integrity. Auto-invoked when tasks involve checking, fixing, or auditing documentation links across a repository.
create-legacy-command
by richfrem
Interactive initialization script that generates an Antigravity Workflow, Rule, or legacy Claude /command. Use when you need a simple flat-file procedural instruction set.
copilot-cli-agent
by richfrem
Copilot CLI sub-agent system for persona-based analysis. Use when piping large contexts to GitHub Copilot models for security audits, architecture reviews, QA analysis, or any specialized analysis requiring a fresh model context.
create-azure-agent
by richfrem
Interactive initialization script that generates Azure AI Foundry Agent API deployment wrappers (Python SDK and Bicep basics) from an existing Agent Skill. Use when adapting a skill into an Azure Foundry environment.
create-github-action
by richfrem
Scaffold a traditional deterministic GitHub Actions CI/CD workflow. Use this when creating build, test, deploy, lint, release, or security scan pipelines. This is distinct from agentic workflows — no AI is involved at runtime.
obsidian-markdown-mastery
by richfrem
"Core markdown syntax skill for Obsidian. Enforces strict parsing and authoring of Obsidian proprietary syntax (Wikilinks, Blocks, Headings, Aliases, Embeds, Callouts). Use when reading, writing, or validating Obsidian-flavored markdown."
audit-plugin-l5
by richfrem
Triggers the L5 Red Team Sub-Agent to rigorously audit a plugin against the 39-point L4 pattern matrix.
dependency-management
by richfrem
Python dependency and environment management for multi-service or monorepo python backends. Use when: (1) adding, upgrading, or removing a Python package, (2) responding to Dependabot or security vulnerability alerts (GHSA/CVE), (3) creating a new service that needs its own requirements files, (4) debugging pip install failures or Docker build issues related to dependencies, (5) reviewing or auditing the dependency tree, (6) running pip-compile. Enforces the pip-compile locked-file workflow and tiered dependency hierarchy.
obsidian-bases-manager
by richfrem
"Read and manipulate Obsidian Bases (.base) files - YAML-based database views that render as tables, cards, and grids inside the vault. Use when reading, appending rows, or updating cells in a Base file."
json-hygiene-agent
by richfrem
JSON Hygiene Agent. Detects duplicate keys in JSON configuration files that might be silently ignored by standard parsers. Auto-invoked for JSON audits or manifest validation. V2 includes L5 Delegated Constraint Verification.
ollama-launch
by richfrem
Start and verify the local Ollama LLM server. Use when Ollama is needed for RLM distillation, seal snapshots, embeddings, or any local LLM inference — and it's not already running. Checks if Ollama is running, starts it if not, and verifies the health endpoint.
create-mcp-integration
by richfrem
Interactive initialization script that scaffolds a new Model Context Protocol (MCP) server integration setup. Use when adding native code tools to an agent's environment.
obsidian-graph-traversal
by richfrem
"Semantic link traversal for Obsidian Vaults. Builds an in-memory graph index from wikilinks and provides instant forward-link, backlink, and multi-degree connection queries. Use when exploring note relationships or finding orphaned notes."
excel-to-csv
by richfrem
Excel to CSV conversion skill. Convert specific bounding tables or entire worksheets within .xlsx or .xls binary formats into flat .csv tabular data. Use this when you find an Excel file and need its data mapped into an accessible format for text analysis, filtering, or programmatic pipelining.
coding-conventions
by richfrem
Coding conventions and documentation standards across Python, TypeScript/JavaScript, and C#/.NET codebases. Use when: (1) writing new code files or functions, (2) reviewing code for style and documentation compliance, (3) adding file headers or docstrings, (4) creating new tools that need inventory registration, (5) refactoring code that exceeds complexity thresholds, (6) setting up module structure. Covers file headers, function documentation, naming conventions, and tool inventory integration.
claude-cli-agent
by richfrem
Claude CLI sub-agent system for persona-based analysis. Use when piping large contexts to Anthropic models for security audits, architecture reviews, QA analysis, or any specialized analysis requiring a fresh model context.
obsidian-init
by richfrem
"Initialize and onboard a new project repository as an Obsidian Vault. Covers prerequisite installation, vault configuration, exclusion filters, and validation. Use when setting up Obsidian for the first time in a project."
conventions-agent
by richfrem
Coding conventions enforcement agent. Auto-invoked when writing new code, reviewing code quality, adding headers, or checking documentation compliance across Python, TypeScript/JavaScript, and C#/.NET.